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| 1 | +# 🤖 REChain ® Autonomous Agent for Pythagorean Perpetual Futures — Wiki |
| 2 | + |
| 3 | +Welcome to the wiki for the **Autonomous Agent for Pythagorean Perpetual Futures (pyth-)**, part of the REChain Network Solutions stack. |
| 4 | + |
| 5 | +This smart agent autonomously trades and balances **perpetual derivatives** using a **Pythagorean-styled mathematical model**, which maintains risk equilibrium through geometric positioning of long/short and margin scaling. |
| 6 | + |
| 7 | +--- |
| 8 | + |
| 9 | +## 📌 Purpose |
| 10 | + |
| 11 | +The `pyth-` agent: |
| 12 | + |
| 13 | +- Tracks perpetual markets (price, volatility, funding) |
| 14 | +- Calculates geometrically optimal entry/exit |
| 15 | +- Self-adjusts position sizing based on risk distribution |
| 16 | +- Integrates with decentralized oracles (e.g. Katya-Oracle, Pyth, REChain-native) |
| 17 | +- Deploys trades through smart contract interfaces or relayers |
| 18 | + |
| 19 | +--- |
| 20 | + |
| 21 | +## 🧠 Architecture |
| 22 | + |
| 23 | +``` |
| 24 | +Autonomous-Agent-pyth-/ |
| 25 | +├── models/ # Pythagorean logic, geometric balance algorithms |
| 26 | +├── strategies/ # Trade entry/exit strategies |
| 27 | +├── oracles/ # Oracle data ingestion layer |
| 28 | +├── relayers/ # Blockchain execution adapters |
| 29 | +├── state/ # Position memory, exposure logs |
| 30 | +├── agents/ # Main loop: strategy selection + execution |
| 31 | +├── tests/ # Unit tests |
| 32 | +└── README.md |
| 33 | +``` |
| 34 | + |
| 35 | +--- |
| 36 | + |
| 37 | +## 🧮 Pythagorean Engine |
| 38 | + |
| 39 | +The core model works by assuming: |
| 40 | + |
| 41 | +- Each side of the triangle (long, short, neutral) represents a risk exposure vector. |
| 42 | +- The hypotenuse represents total position risk. |
| 43 | +- The agent calculates exposure adjustments so that `long² + short² = total²`. |
| 44 | + |
| 45 | +This creates a self-balancing leverage system for derivatives. |
| 46 | + |
| 47 | +--- |
| 48 | + |
| 49 | +## 🛠 Capabilities |
| 50 | + |
| 51 | +| Function | Description | |
| 52 | +|-----------------------------|---------------------------------------------------------------| |
| 53 | +| 📊 Market Monitoring | Live monitoring of perpetual futures | |
| 54 | +| 📐 Position Rebalancing | Adjusts positions geometrically based on Pythagorean logic | |
| 55 | +| 🔁 Strategy Switching | Switches strategy based on market conditions (volatility, funding) | |
| 56 | +| ⚖ Risk Control | Caps risk through risk score engine | |
| 57 | +| 🧠 Oracle Integration | Uses real-time price feeds via Katya oracles or external APIs | |
| 58 | +| 🔗 Smart Contract Execution | Directly interacts with DeFi protocols or on-chain contracts | |
| 59 | + |
| 60 | +--- |
| 61 | + |
| 62 | +## ⚙️ Configuration |
| 63 | + |
| 64 | +### `.env.example` |
| 65 | + |
| 66 | +```dotenv |
| 67 | +RPC_URL=https://rpc.rechain.network |
| 68 | +PRIVATE_KEY=your_private_key |
| 69 | +ORACLE_PROVIDER=katya |
| 70 | +MAX_RISK=0.05 |
| 71 | +STRATEGY=pyth_balancer |
| 72 | +``` |
| 73 | + |
| 74 | +--- |
| 75 | + |
| 76 | +## 🚀 Running the Agent |
| 77 | + |
| 78 | +```bash |
| 79 | +git clone https://github.com/REChain-Network-Solutions/Autonomous-Agent-for-Pythagorean-perpetual-futures-pyth-.git |
| 80 | +cd Autonomous-Agent-for-Pythagorean-perpetual-futures-pyth- |
| 81 | +npm install # or pip install -r requirements.txt |
| 82 | +npm start # or python main.py |
| 83 | +``` |
| 84 | + |
| 85 | +--- |
| 86 | + |
| 87 | +## 📡 Oracle Layer |
| 88 | + |
| 89 | +Supports: |
| 90 | + |
| 91 | +- [Katya ® Oracles](https://github.com/sorydima/Katya-.git) |
| 92 | +- Pyth Network (via adapter) |
| 93 | +- Chainlink or custom REChain oracles |
| 94 | + |
| 95 | +--- |
| 96 | + |
| 97 | +## 🔐 Security and Autonomy |
| 98 | + |
| 99 | +- Private key stored securely (never exposed to logs) |
| 100 | +- Rate limiting for market entries |
| 101 | +- Automated fallback and shutdown if oracle fails |
| 102 | + |
| 103 | +--- |
| 104 | + |
| 105 | +## 🧩 Integrations |
| 106 | + |
| 107 | +| System | Use Case | |
| 108 | +|----------------------|----------------------------------| |
| 109 | +| dChange DeFi | Trade execution | |
| 110 | +| REChain Perp DEX | Order routing | |
| 111 | +| PerpStats | Data visualization | |
| 112 | +| Katya OS | Autonomous environment execution | |
| 113 | + |
| 114 | +--- |
| 115 | + |
| 116 | +## 🔮 Future Features |
| 117 | + |
| 118 | +- [ ] zkML module for private trade decisioning |
| 119 | +- [ ] Real-time swarm coordination with other agents |
| 120 | +- [ ] Multi-agent reinforcement learning |
| 121 | +- [ ] Web3 front-end for agent management |
| 122 | + |
| 123 | +--- |
| 124 | + |
| 125 | +## 🤝 Contribute |
| 126 | + |
| 127 | +We're building a new standard for **autonomous DeFi trading** on top of **mathematical rigor** and **open-source ethics**. |
| 128 | + |
| 129 | +Join us: |
| 130 | +- [Telegram](https://t.me/REChainDAO) |
| 131 | +- [Discord](https://discord.gg/rechain) |
| 132 | +- [GitHub Issues](https://github.com/REChain-Network-Solutions/Autonomous-Agent-for-Pythagorean-perpetual-futures-pyth-/issues) |
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